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Top 18 Python autonomous-driving Projects
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PaddleSeg
Easy-to-use image segmentation library with awesome pre-trained model zoo, supporting wide-range of practical tasks in Semantic Segmentation, Interactive Segmentation, Panoptic Segmentation, Image Matting, 3D Segmentation, etc.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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SST
Code for a series of work in LiDAR perception, including SST (CVPR 22), FSD (NeurIPS 22), FSD++ (TPAMI 23), FSDv2, and CTRL (ICCV 23, oral). (by tusen-ai)
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InterFuser
[CoRL 2022] InterFuser: Safety-Enhanced Autonomous Driving Using Interpretable Sensor Fusion Transformer
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waymo-motion-prediction-challenge-2022-multipath-plus-plus
Solution for Waymo Motion Prediction Challenge 2022. Our implementation of MultiPath++
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neat
[ICCV'21] NEAT: Neural Attention Fields for End-to-End Autonomous Driving (by autonomousvision)
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Automatic-Parking
Python implementation of an automatic parallel parking system in a virtual environment, including path planning, path tracking, and parallel parking
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AgentFormer
[ICCV 2021] Official PyTorch Implementation of "AgentFormer: Agent-Aware Transformers for Socio-Temporal Multi-Agent Forecasting".
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SaaSHub
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Project mention: Update from Waymo spokesperson on the dog that was killed by a Waymo ADV | /r/SelfDrivingCars | 2023-06-13Interesting point about the Waymo dataset, though this reply suggests they have higher framerates and just don't release them.
Project mention: Looking for a a tutorial/blog post/ codebase/ anything that deals with highway-env possibly the racetrack variant) with a DQN | /r/reinforcementlearning | 2023-11-27More or less what the title says. I have already tried this https://github.com/Farama-Foundation/HighwayEnv/blob/master/scripts/sb3_racetracks_ppo.py, using a dqn from sb3 instead of the ppo but the results weren't good, i'm open to any suggestion.
Python autonomous-driving related posts
- Looking for a a tutorial/blog post/ codebase/ anything that deals with highway-env possibly the racetrack variant) with a DQN
- 🎬 A New AI Research Proposes VoxFormer: A Transformer-Based 3D Semantic Scene Completion Framework
- Ask HN: What will be the first AI “incident”?
- What good Autonomous Driving simulators for research?
- Are there ways to contribute to openpilot, other than chffr or commacoloring, that are now discontinued ?
- RecurrentPPO (SB3-contrib) learning for autonomous driving
- Neat: Neural Attention Fields for End-to-End Autonomous Driving
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A note from our sponsor - SaaSHub
www.saashub.com | 26 Apr 2024
Index
What are some of the best open-source autonomous-driving projects in Python? This list will help you:
Project | Stars | |
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1 | PythonRobotics | 21,707 |
2 | PaddleSeg | 8,253 |
3 | UniAD | 2,809 |
4 | waymo-open-dataset | 2,530 |
5 | HighwayEnv | 2,356 |
6 | YOLOP | 1,822 |
7 | Ultra-Fast-Lane-Detection | 1,680 |
8 | VoxFormer | 961 |
9 | SST | 736 |
10 | HybridNets | 557 |
11 | DI-drive | 521 |
12 | InterFuser | 462 |
13 | waymo-motion-prediction-challenge-2022-multipath-plus-plus | 343 |
14 | neat | 293 |
15 | Automatic-Parking | 292 |
16 | AgentFormer | 243 |
17 | bark-ml | 90 |
18 | hope-autonomous-driving | 45 |
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